{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Data extracted from the user input\n",
    "sizes = [\n",
    "    256, 512, 768, 1024, 1280, 1536, 1792, 2048, 2304, 2560, 2816, 3072, 3328,\n",
    "    3584, 3840, 4096, 4352, 4608, 4864, 5120, 5376, 5632, 5888, 6144, 6400,\n",
    "    6656, 6912, 7168, 7424, 7680, 7936, 8192, 8448, 8704, 8960, 9216, 9472,\n",
    "    9728, 9984, 10240, 10496, 10752, 11008, 11264, 11520, 11776, 12032, 12288,\n",
    "    12544, 12800, 13056, 13312, 13568, 13824, 14080, 14336, 14592, 14848, 15104,\n",
    "    15360, 15616, 15872, 16128, 16384\n",
    "]\n",
    "\n",
    "cublas_performances = [\n",
    "    3506.5080, 24552.1682, 61077.5705, 70653.4012, 124269.8921, 133707.8546, 186638.9548, 181712.4579,\n",
    "    169156.9860, 192672.8827, 220380.5839, 211957.5427, 212462.2803, 206313.9036, 232649.4682, 236535.2362,\n",
    "    229538.1173, 235608.3084, 236096.3458, 233498.2104, 245503.2011, 248517.9253, 249099.2719, 244581.6101,\n",
    "    241449.5229, 248105.5051, 249220.1812, 248600.5856, 248406.1755, 241748.2135, 240116.8482, 242495.1501,\n",
    "    248620.3485, 247301.7381, 246837.5572, 242846.0077, 243022.3837, 241860.0761, 238723.9688, 240568.1956,\n",
    "    240001.0859, 239663.9086, 240674.3102, 243016.1804, 241474.2112, 243906.2056, 259032.5035, 260048.0304,\n",
    "    259906.1119, 260764.5782, 260872.0555, 261483.3696, 261506.7232, 261559.6232, 261208.0446, 261857.4867,\n",
    "    261805.1169, 262055.2839, 262515.1449, 264050.3657, 262516.3697, 263851.2219, 263681.3258, 264713.4674\n",
    "]\n",
    "\n",
    "\n",
    "v1_performances = [\n",
    "    758.2007, 3728.5830, 8258.3276, 16509.9321, 24204.9321, 34933.8374, 48309.1197, 64786.9799,\n",
    "    42530.5160, 51989.0599, 63596.5170, 51423.0851, 60672.0079, 56904.5719, 65221.2739, 77907.1033,\n",
    "    67812.1427, 65069.6534, 71737.3916, 66893.5696, 74039.4851, 70662.3947, 66622.9817, 71698.8258,\n",
    "    70421.2370, 70329.9908, 68871.6558, 69335.9824, 68073.2959, 67982.4761, 68729.2289, 74969.2284,\n",
    "    68816.2123, 68443.7540, 68280.9826, 69351.2883, 69375.7212, 70498.6010, 69315.3282, 69234.6936,\n",
    "    67690.2127, 68427.2000, 68824.1345, 68119.1053, 67090.0062, 65641.6087, 66434.5210, 65598.4483,\n",
    "    65520.2794, 63661.8079, 64939.4096, 63755.2714, 64418.5991, 62526.3488, 61399.5707, 62457.7493,\n",
    "    60827.7754, 60193.4370, 60620.8644, 59706.6892, 59186.7678, 58086.9416, 57090.6071, 58638.6536\n",
    "]\n",
    "\n",
    "v2_performances = [\n",
    "    1252.9670, 7223.7634, 17309.2546, 35145.9255, 54352.5144, 74771.3653, 105436.4148, 132303.1303, 147936.3402,\n",
    "    171552.4784, 202408.1927, 152492.7484, 178362.7583, 190494.5969, 214230.8314, 238229.9539, 195086.9558,\n",
    "    225121.8402, 256423.4564, 221004.2390, 243638.1417, 264493.6951, 238167.3495, 257633.0945, 276401.3063,\n",
    "    254739.8112, 273283.6606, 257615.5084, 273449.9648, 265447.1853, 276024.0884, 292803.0011, 279246.9771,\n",
    "    272548.4777, 283569.3236, 275756.3181, 288369.9106, 281028.7158, 292920.4599, 286001.3954, 280503.9614,\n",
    "    290925.8085, 285861.5949, 283369.3761, 291479.6389, 289201.8482, 286454.8114, 295568.1198, 294326.3127,\n",
    "    289777.6494, 288254.9214, 283668.1687, 294130.1258, 290573.4313, 287928.6249, 290133.5949, 283407.1264,\n",
    "    281552.0650, 279830.4607, 281974.5277, 283565.6024, 275720.1811, 277853.2484, 289560.1331\n",
    "]\n",
    "\n",
    "v3_performances = [\n",
    "    200.6580, 9964.9237, 23599.0223, 42278.2924, 66555.9735, 98320.8248, 136662.9666, 178999.7439, 185312.2520,\n",
    "    229617.3315, 277492.9370, 193460.7419, 225254.8949, 238442.4309, 273420.9756, 309856.5365, 239173.8586,\n",
    "    265929.8221, 296634.4052, 251279.3167, 274445.6649, 301022.7013, 269398.8419, 287380.7892, 312266.1036,\n",
    "    282931.4138, 304772.7053, 282982.3879, 302203.5066, 289819.7018, 302328.8582, 322314.5392, 304886.0073,\n",
    "    296825.5813, 308449.5702, 300747.7314, 313248.4894, 304254.8207, 317498.4898, 309068.8697, 303611.7920,\n",
    "    315159.5767, 308984.3184, 306492.9945, 315787.3598, 309697.5292, 306104.7866, 316743.8706, 312012.9715,\n",
    "    305880.8359, 303077.0089, 297530.6979, 313457.0802, 310843.6866, 306610.1853, 305132.2424, 297264.2091,\n",
    "    297547.8667, 295978.6426, 294886.7470, 294976.7143, 288082.7706, 292584.0812, 294797.2641\n",
    "]\n",
    "\n",
    "\n",
    "v4_performances = [1900.6666, 11257.2047, 28236.4395, 54747.7214, 89797.1995, 131515.3744, 180241.5684, \n",
    "                   236373.0909, 167017.9624, 207386.5448, 248239.0849, 206989.179, 243713.5455, 216731.2998, \n",
    "                   247815.6382, 282360.2506, 257707.9319, 259419.0816, 289473.4644, 276938.8388, 304646.3621, \n",
    "                   294372.3227, 287261.7612, 311855.354, 305723.0249, 300692.3876, 298489.5183, 296687.7557, \n",
    "                   294528.6538, 294990.7458, 292749.2142, 308870.471, 292013.6543, 293451.0631, 295460.2617, \n",
    "                   294040.207, 293661.0295, 293561.741, 284902.4945, 286916.2537, 275336.4458, 269787.4199, \n",
    "                   268212.9782, 260559.4116, 261174.5842, 251749.479, 254508.7587, 232149.8282, 243453.7134, \n",
    "                   236081.3747, 238460.8449, 225026.8347, 230584.5631, 225122.596, 221557.201, 222437.2387, \n",
    "                   215080.9511, 181786.553, 190327.4287, 169420.0904, 172203.6292, 162538.2785, 126906.5789, 129692.2528]\n",
    "\n",
    "# Plotting the data\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(sizes, cublas_performances, marker='o', label='Cublas')\n",
    "plt.plot(sizes, v1_performances, marker='x', label='CUTE-GEMM-V1')\n",
    "plt.plot(sizes, v2_performances, marker='x', label='CUTE-GEMM-V2')\n",
    "plt.plot(sizes, v3_performances, marker='x', label='CUTE-GEMM-V3')\n",
    "plt.plot(sizes, v4_performances, marker='x', label='CUTE-GEMM-V4')\n",
    "plt.title('Performance by Matrix Size')\n",
    "plt.xlabel('Matrix Size (N)')\n",
    "plt.ylabel('Performance (Gflops)')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1900.6666, 11257.2047, 28236.4395, 54747.7214, 89797.1995, 131515.3744, 180241.5684, 236373.0909, 167017.9624, 207386.5448, 248239.0849, 206989.179, 243713.5455, 216731.2998, 247815.6382, 282360.2506, 257707.9319, 259419.0816, 289473.4644, 276938.8388, 304646.3621, 294372.3227, 287261.7612, 311855.354, 305723.0249, 300692.3876, 298489.5183, 296687.7557, 294528.6538, 294990.7458, 292749.2142, 308870.471, 292013.6543, 293451.0631, 295460.2617, 294040.207, 293661.0295, 293561.741, 284902.4945, 286916.2537, 275336.4458, 269787.4199, 268212.9782, 260559.4116, 261174.5842, 251749.479, 254508.7587, 232149.8282, 243453.7134, 236081.3747, 238460.8449, 225026.8347, 230584.5631, 225122.596, 221557.201, 222437.2387, 215080.9511, 181786.553, 190327.4287, 169420.0904, 172203.6292, 162538.2785, 126906.5789, 129692.2528]\n"
     ]
    }
   ],
   "source": [
    "performance_data = \"\"\"\n",
    "M N K =    256    256    256, Time =   0.00001434   0.00001644   0.00002435 s, AVG Performance =  1900.6666 Gflops\n",
    "M N K =    512    512    512, Time =   0.00002150   0.00002221   0.00002346 s, AVG Performance = 11257.2047 Gflops\n",
    "M N K =    768    768    768, Time =   0.00002960   0.00002988   0.00003069 s, AVG Performance = 28236.4395 Gflops\n",
    "M N K =   1024   1024   1024, Time =   0.00003584   0.00003653   0.00003872 s, AVG Performance = 54747.7214 Gflops\n",
    "M N K =   1280   1280   1280, Time =   0.00004298   0.00004350   0.00004403 s, AVG Performance = 89797.1995 Gflops\n",
    "M N K =   1536   1536   1536, Time =   0.00005018   0.00005132   0.00005222 s, AVG Performance = 131515.3744 Gflops\n",
    "M N K =   1792   1792   1792, Time =   0.00005837   0.00005947   0.00006042 s, AVG Performance = 180241.5684 Gflops\n",
    "M N K =   2048   2048   2048, Time =   0.00006656   0.00006769   0.00006861 s, AVG Performance = 236373.0909 Gflops\n",
    "M N K =   2304   2304   2304, Time =   0.00013610   0.00013640   0.00013722 s, AVG Performance = 167017.9624 Gflops\n",
    "M N K =   2560   2560   2560, Time =   0.00014950   0.00015068   0.00015155 s, AVG Performance = 207386.5448 Gflops\n",
    "M N K =   2816   2816   2816, Time =   0.00016403   0.00016756   0.00017510 s, AVG Performance = 248239.0849 Gflops\n",
    "M N K =   3072   3072   3072, Time =   0.00026010   0.00026088   0.00026115 s, AVG Performance = 206989.1790 Gflops\n",
    "M N K =   3328   3328   3328, Time =   0.00028058   0.00028171   0.00028262 s, AVG Performance = 243713.5455 Gflops\n",
    "M N K =   3584   3584   3584, Time =   0.00039424   0.00039565   0.00039731 s, AVG Performance = 216731.2998 Gflops\n",
    "M N K =   3840   3840   3840, Time =   0.00042394   0.00042559   0.00042618 s, AVG Performance = 247815.6382 Gflops\n",
    "M N K =   4096   4096   4096, Time =   0.00045158   0.00045332   0.00045466 s, AVG Performance = 282360.2506 Gflops\n",
    "M N K =   4352   4352   4352, Time =   0.00059494   0.00059576   0.00059690 s, AVG Performance = 257707.9319 Gflops\n",
    "M N K =   4608   4608   4608, Time =   0.00069546   0.00070253   0.00074739 s, AVG Performance = 259419.0816 Gflops\n",
    "M N K =   4864   4864   4864, Time =   0.00073933   0.00074046   0.00074138 s, AVG Performance = 289473.4644 Gflops\n",
    "M N K =   5120   5120   5120, Time =   0.00090214   0.00090273   0.00090419 s, AVG Performance = 276938.8388 Gflops\n",
    "M N K =   5376   5376   5376, Time =   0.00094902   0.00094997   0.00095123 s, AVG Performance = 304646.3621 Gflops\n",
    "M N K =   5632   5632   5632, Time =   0.00112947   0.00113037   0.00113152 s, AVG Performance = 294372.3227 Gflops\n",
    "M N K =   5888   5888   5888, Time =   0.00132198   0.00132360   0.00132506 s, AVG Performance = 287261.7612 Gflops\n",
    "M N K =   6144   6144   6144, Time =   0.00138342   0.00138526   0.00138656 s, AVG Performance = 311855.3540 Gflops\n",
    "M N K =   6400   6400   6400, Time =   0.00159437   0.00159714   0.00159846 s, AVG Performance = 305723.0249 Gflops\n",
    "M N K =   6656   6656   6656, Time =   0.00182371   0.00182662   0.00182989 s, AVG Performance = 300692.3876 Gflops\n",
    "M N K =   6912   6912   6912, Time =   0.00205824   0.00206069   0.00206234 s, AVG Performance = 298489.5183 Gflops\n",
    "M N K =   7168   7168   7168, Time =   0.00231014   0.00231220   0.00231629 s, AVG Performance = 296687.7557 Gflops\n",
    "M N K =   7424   7424   7424, Time =   0.00257638   0.00258772   0.00259379 s, AVG Performance = 294528.6538 Gflops\n",
    "M N K =   7680   7680   7680, Time =   0.00285696   0.00286026   0.00286310 s, AVG Performance = 294990.7458 Gflops\n",
    "M N K =   7936   7936   7936, Time =   0.00317523   0.00318009   0.00319498 s, AVG Performance = 292749.2142 Gflops\n",
    "M N K =   8192   8192   8192, Time =   0.00330035   0.00331531   0.00333824 s, AVG Performance = 308870.4710 Gflops\n",
    "M N K =   8448   8448   8448, Time =   0.00383078   0.00384582   0.00387789 s, AVG Performance = 292013.6543 Gflops\n",
    "M N K =   8704   8704   8704, Time =   0.00416582   0.00418554   0.00420966 s, AVG Performance = 293451.0631 Gflops\n",
    "M N K =   8960   8960   8960, Time =   0.00451584   0.00453477   0.00455680 s, AVG Performance = 295460.2617 Gflops\n",
    "M N K =   9216   9216   9216, Time =   0.00494797   0.00495851   0.00497459 s, AVG Performance = 294040.2070 Gflops\n",
    "M N K =   9472   9472   9472, Time =   0.00533824   0.00539025   0.00540672 s, AVG Performance = 293661.0295 Gflops\n",
    "M N K =   9728   9728   9728, Time =   0.00581530   0.00584119   0.00586342 s, AVG Performance = 293561.7410 Gflops\n",
    "M N K =   9984   9984   9984, Time =   0.00636416   0.00650650   0.00655360 s, AVG Performance = 284902.4945 Gflops\n",
    "M N K =  10240  10240  10240, Time =   0.00693248   0.00697068   0.00701133 s, AVG Performance = 286916.2537 Gflops\n",
    "M N K =  10496  10496  10496, Time =   0.00764621   0.00782236   0.00790016 s, AVG Performance = 275336.4458 Gflops\n",
    "M N K =  10752  10752  10752, Time =   0.00835702   0.00858176   0.00868250 s, AVG Performance = 269787.4199 Gflops\n",
    "M N K =  11008  11008  11008, Time =   0.00919347   0.00926351   0.00933075 s, AVG Performance = 268212.9782 Gflops\n",
    "M N K =  11264  11264  11264, Time =   0.01008038   0.01021648   0.01037619 s, AVG Performance = 260559.4116 Gflops\n",
    "M N K =  11520  11520  11520, Time =   0.01067725   0.01090327   0.01101312 s, AVG Performance = 261174.5842 Gflops\n",
    "M N K =  11776  11776  11776, Time =   0.01202474   0.01208245   0.01218051 s, AVG Performance = 251749.4790 Gflops\n",
    "M N K =  12032  12032  12032, Time =   0.01230118   0.01274797   0.01287578 s, AVG Performance = 254508.7587 Gflops\n",
    "M N K =  12288  12288  12288, Time =   0.01479990   0.01488694   0.01503027 s, AVG Performance = 232149.8282 Gflops\n",
    "M N K =  12544  12544  12544, Time =   0.01498726   0.01510156   0.01515418 s, AVG Performance = 243453.7134 Gflops\n",
    "M N K =  12800  12800  12800, Time =   0.01651712   0.01654620   0.01661955 s, AVG Performance = 236081.3747 Gflops\n",
    "M N K =  13056  13056  13056, Time =   0.01690317   0.01738375   0.01758822 s, AVG Performance = 238460.8449 Gflops\n",
    "M N K =  13312  13312  13312, Time =   0.01932390   0.01952656   0.02000179 s, AVG Performance = 225026.8347 Gflops\n",
    "M N K =  13568  13568  13568, Time =   0.01981235   0.02017657   0.02046054 s, AVG Performance = 230584.5631 Gflops\n",
    "M N K =  13824  13824  13824, Time =   0.02166163   0.02185809   0.02196566 s, AVG Performance = 225122.5960 Gflops\n",
    "M N K =  14080  14080  14080, Time =   0.02304102   0.02346671   0.02360832 s, AVG Performance = 221557.2010 Gflops\n",
    "M N K =  14336  14336  14336, Time =   0.02457395   0.02467213   0.02502758 s, AVG Performance = 222437.2387 Gflops\n",
    "M N K =  14592  14592  14592, Time =   0.02679194   0.02690746   0.02703974 s, AVG Performance = 215080.9511 Gflops\n",
    "M N K =  14848  14848  14848, Time =   0.02885018   0.03354071   0.04698521 s, AVG Performance = 181786.5530 Gflops\n",
    "M N K =  15104  15104  15104, Time =   0.03050486   0.03372133   0.03768320 s, AVG Performance = 190327.4287 Gflops\n",
    "M N K =  15360  15360  15360, Time =   0.03810099   0.03984179   0.04133888 s, AVG Performance = 169420.0904 Gflops\n",
    "M N K =  15616  15616  15616, Time =   0.03849101   0.04119052   0.04317184 s, AVG Performance = 172203.6292 Gflops\n",
    "M N K =  15872  15872  15872, Time =   0.04490445   0.04582151   0.04842278 s, AVG Performance = 162538.2785 Gflops\n",
    "M N K =  16128  16128  16128, Time =   0.05002240   0.06157261   0.07289242 s, AVG Performance = 126906.5789 Gflops\n",
    "M N K =  16384  16384  16384, Time =   0.05305139   0.06316491   0.07092224 s, AVG Performance = 129692.2528 Gflops\n",
    "\"\"\"\n",
    "\n",
    "# Extracting the average performance values into an array\n",
    "avg_performance = []\n",
    "for line in performance_data.split('\\n'):\n",
    "    if 'AVG Performance' in line:\n",
    "        avg_performance.append(float(line.split('=')[-1].split()[0]))\n",
    "\n",
    "# Printing the array of average performance values\n",
    "print(avg_performance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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